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Prediction of Radiation Pneumonitis With Dose Distribution: A Convolutional Neural Network (CNN) Based Model

Radiation pneumonitis (RP) is one of the major side effects of thoracic radiotherapy. The aim of this study is to build a dose distribution based prediction model, and investigate the correlation of RP incidence and high-order features of dose distribution. A convolution 3D (C3D) neural network was...

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Detalles Bibliográficos
Autores principales: Liang, Bin, Tian, Yuan, Chen, Xinyuan, Yan, Hui, Yan, Lingling, Zhang, Tao, Zhou, Zongmei, Wang, Lvhua, Dai, Jianrong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7006502/
https://www.ncbi.nlm.nih.gov/pubmed/32076596
http://dx.doi.org/10.3389/fonc.2019.01500